Fairness

Identifying and Adapting Transformer-Components Responsible for Gender Bias in an English Language Model EMNLP 2023 Improvement-Focused Causal Recourse (ICR) AAAI 2023 Improving Fairness in Information Exposure by Adding Links AAAI 2023 Improving Fair Training under Correlation Shifts ICML 2023 Interpretable Debiasing of Vectorized Language Representations with Iterative Orthogonalization ICLR 2023 Intersectional Stereotypes in Large Language Models: Dataset and Analysis EMNLP 2023 Into the LAION’s Den: Investigating Hate in Multimodal Datasets NeurIPS 2023 Invariant Feature Regularization for Fair Face Recognition ICCV 2023 Invariant Representations with Stochastically Quantized Neural Networks AAAI 2023 Investigating Bias in Multilingual Language Models: Cross-Lingual Transfer of Debiasing Techniques EMNLP 2023 IREL at SemEval-2023 Task 11: User Conditioned Modelling for Toxicity Detection in Subjective Tasks SemEval 2023 “Kelly is a Warm Person, Joseph is a Role Model”: Gender Biases in LLM-Generated Reference Letters EMNLP 2023 Language-Agnostic Bias Detection in Language Models with Bias Probing EMNLP 2023 Language Models Get a Gender Makeover: Mitigating Gender Bias with Few-Shot Data Interventions ACL 2023 Language Model Tokenizers Introduce Unfairness Between Languages NeurIPS 2023 Large Language Models as SocioTechnical Systems EMNLP 2023 Layered Bias: Interpreting Bias in Pretrained Large Language Models EMNLP 2023 Learning Antidote Data to Individual Unfairness ICML 2023 Learning Fair Graph Representations via Automated Data Augmentations ICLR 2023 LEXPLAIN: Improving Model Explanations via Lexicon Supervision ACL 2023 Literacy and STEM Teachers Adapt AI Ethics Curriculum AAAI 2023 LLMs – the Good, the Bad or the Indispensable?: A Use Case on Legal Statute Prediction and Legal Judgment Prediction on Indian Court Cases EMNLP 2023 Local Justice and Machine Learning: Modeling and Inferring Dynamic Ethical Preferences toward Allocations AAAI 2023 LUCID: Exposing Algorithmic Bias through Inverse Design AAAI 2023 Malign Overfitting: Interpolation and Invariance are Fundamentally at Odds ICLR 2023